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© P K Mallik
Business Analytics
Types and Opportunities
© P K Mallik
Technology Trends
• Big Data
• Social networks
• Publicly available information
• Large amounts of unstructured data
• Mobile Apps
• Depth rather than coverage
• Internet of Things
© P K Mallik
Big Data
• Structured to Unstructured
• Centralised to Distributed
• Signal to Noise
• Data Virtualisation
© P K Mallik
Classification Algorithms
• Define Key attributes on which to
classify
• Create Training Set from earlier
classifications (manual or legacy)
• Run on new data
• Compare attributes with training set
• Make corrections
• Re-Run
• Classify results based on probability
• Send results for analysis
• Customer profiling
• Basket Analysis
• New location selection
• Product aggregation
Retail
• Census Analysis
• Categorization for
commercial offering
Government
• Preventive Medication
• Demographics
Healthcare
• Product
RecommendationInsurance
Classify
Run on
new data
Define
Training
Set
Identify
Key
attributes
Analyse
© P K Mallik
Segmentation
• Get data points
• Private (e.g. loyalty program)
• Public (government and social media)
• Perform k-Means clustering
• On defined attributes
• 2 to n dimensions
• Interpret clusters
• Buying behaviour
• Perform analysis
• Offers
• Campaigns
• TargetingRetail
• Policy formulation for
benefitsGovernment
• Identifying travel
behaviour for different
segments
• Prospect Demographics
Travel
• Price ComparisonsInsurance
Interpret
clusters
Perform K-
means
clustering
Get data
points
Analyse
© P K Mallik
Sentiment Analysis
• Create List
• Polarity (+ve or –ve)
• Emotion (joy, anger, sadness etc.)
• Collect Text
• Apply keyword based classification
algorithm
• Create word clouds
• Analyse
• Plot graphs
• Create profiles
• Identify trends
• Customer feedbackRetail
• Impact of policies
• Public view of
proposals
Government
• Trends
• Impact of events
Travel
• Customer Feedback
• Impact of events
Insurance
Create
word
clouds
Apply
classificat
ion
algorithm
Collect
Text
Create
list Analyse
© P K Mallik
Competitive Analysis
• Competition is identified manually
• Identify the Product SKU’s for
which you want the analysis
• Crawl the web to collect
information from competitive sites
• Tabulate price or ratings
information
• Send data for analysis (trends,
market share etc.)
• Price AnalyticsRetail
• Cross Country
BenchmarkingGovernment
• Price AnalyticsTravel
Tabulate
Informat
ion
Crawl
the Web
Define
Product
Identify
Compe
tition
Analyse
© P K Mallik
Text Analysis
• Get dictionary
• Key value pairing
• Read Text
• Any document
• Website
• Plain text
• Extract Concepts
• Apply rules
• Match words
• Convert to structured data
• Send for analysis
• Product Trend AnalysisRetail
• Medical UnderwritingInsurance
• Travel Trend AnalysisTravel
Get
structure
d data
Extract
concepts
Read text
Get
dictionar
y
Analyse
© P K Mallik
Data Enrichment
• Identify Data Sources
• Get data for targeted
group
• Augment existing
database
• Customer single view
• Customised services
and offers
• Deep dive analysis
Retail
• Enhance census data
• Impact of policies
• Affected segments for
proposed policies
Government
• Auto complete forms
• Targeted updates
Insurance
Augment
existing
database
Get data
for
targeted
group
Identify
Data
Sources
Utilise
© P K Mallik
User Experience
• User Experience
• Social Media Vs Portals
• Push instead of Pull
• Engagement Vs Throughput
• Vanishing Keyboard
© P K Mallik
Social Vs Portals
• Interaction to Collaboration
• Transaction to Knowledge
• Status to Events
• User Single View to 360 degree view
• User desktop
• Community driven App space
© P K Mallik
Push instead of pull
• AI driven notifications
• Most suitable device
© P K Mallik
Engagement Vs Throughput
• Stickiness to Gamification
• Peripheral or secondary use
• Reveal more information
• Usage analysis
• Cross Sell/Upsell to Lifetime Value
• From selling process to participating in buying journey
© P K Mallik
Vanishing Keyboards
• Touch increasingly becoming default
• Voice gaining popularity
• Thought control
© P K Mallik
Internet of Things
• Connected devices
• Wearables
• Cars
• Homes
• Cities
• Industrials
• Reduction of human intervention
• Fog Computing Architecture
• Most data will be noisy and latency sensitive
• Too expensive to be carried back to the central servers or cloud
© P K Mallik

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Business Analytics

  • 1. © P K Mallik Business Analytics Types and Opportunities
  • 2. © P K Mallik Technology Trends • Big Data • Social networks • Publicly available information • Large amounts of unstructured data • Mobile Apps • Depth rather than coverage • Internet of Things
  • 3. © P K Mallik Big Data • Structured to Unstructured • Centralised to Distributed • Signal to Noise • Data Virtualisation
  • 4. © P K Mallik Classification Algorithms • Define Key attributes on which to classify • Create Training Set from earlier classifications (manual or legacy) • Run on new data • Compare attributes with training set • Make corrections • Re-Run • Classify results based on probability • Send results for analysis • Customer profiling • Basket Analysis • New location selection • Product aggregation Retail • Census Analysis • Categorization for commercial offering Government • Preventive Medication • Demographics Healthcare • Product RecommendationInsurance Classify Run on new data Define Training Set Identify Key attributes Analyse
  • 5. © P K Mallik Segmentation • Get data points • Private (e.g. loyalty program) • Public (government and social media) • Perform k-Means clustering • On defined attributes • 2 to n dimensions • Interpret clusters • Buying behaviour • Perform analysis • Offers • Campaigns • TargetingRetail • Policy formulation for benefitsGovernment • Identifying travel behaviour for different segments • Prospect Demographics Travel • Price ComparisonsInsurance Interpret clusters Perform K- means clustering Get data points Analyse
  • 6. © P K Mallik Sentiment Analysis • Create List • Polarity (+ve or –ve) • Emotion (joy, anger, sadness etc.) • Collect Text • Apply keyword based classification algorithm • Create word clouds • Analyse • Plot graphs • Create profiles • Identify trends • Customer feedbackRetail • Impact of policies • Public view of proposals Government • Trends • Impact of events Travel • Customer Feedback • Impact of events Insurance Create word clouds Apply classificat ion algorithm Collect Text Create list Analyse
  • 7. © P K Mallik Competitive Analysis • Competition is identified manually • Identify the Product SKU’s for which you want the analysis • Crawl the web to collect information from competitive sites • Tabulate price or ratings information • Send data for analysis (trends, market share etc.) • Price AnalyticsRetail • Cross Country BenchmarkingGovernment • Price AnalyticsTravel Tabulate Informat ion Crawl the Web Define Product Identify Compe tition Analyse
  • 8. © P K Mallik Text Analysis • Get dictionary • Key value pairing • Read Text • Any document • Website • Plain text • Extract Concepts • Apply rules • Match words • Convert to structured data • Send for analysis • Product Trend AnalysisRetail • Medical UnderwritingInsurance • Travel Trend AnalysisTravel Get structure d data Extract concepts Read text Get dictionar y Analyse
  • 9. © P K Mallik Data Enrichment • Identify Data Sources • Get data for targeted group • Augment existing database • Customer single view • Customised services and offers • Deep dive analysis Retail • Enhance census data • Impact of policies • Affected segments for proposed policies Government • Auto complete forms • Targeted updates Insurance Augment existing database Get data for targeted group Identify Data Sources Utilise
  • 10. © P K Mallik User Experience • User Experience • Social Media Vs Portals • Push instead of Pull • Engagement Vs Throughput • Vanishing Keyboard
  • 11. © P K Mallik Social Vs Portals • Interaction to Collaboration • Transaction to Knowledge • Status to Events • User Single View to 360 degree view • User desktop • Community driven App space
  • 12. © P K Mallik Push instead of pull • AI driven notifications • Most suitable device
  • 13. © P K Mallik Engagement Vs Throughput • Stickiness to Gamification • Peripheral or secondary use • Reveal more information • Usage analysis • Cross Sell/Upsell to Lifetime Value • From selling process to participating in buying journey
  • 14. © P K Mallik Vanishing Keyboards • Touch increasingly becoming default • Voice gaining popularity • Thought control
  • 15. © P K Mallik Internet of Things • Connected devices • Wearables • Cars • Homes • Cities • Industrials • Reduction of human intervention • Fog Computing Architecture • Most data will be noisy and latency sensitive • Too expensive to be carried back to the central servers or cloud
  • 16. © P K Mallik